The heaters for the oven oscillators that I used to make had a very similar circuit to the one that JimB posted.
It has the current limit that I mentioned, and the heat sink pad of the BD436 is the collector, which is ground, so it is likely that no insulation is needed between the metal oven and the transistor, which improves heat transfer. The circuit needs a PTC thermistor, which is less common than an NTC, and the thermistor power may be significant as there will always be 12 V or more across it.
Our circuit had an op-amp between the thermistor and the transistor to allow a low-power potentiometer to adjust the temperature. The op-amp also allowed the gain to be easily adjusted by the value of the feedback resistor around the op-amp. Too much gain led to oscillation of the temperature, to little meant that the oven temperature changed more than was desirable when the outside temperature changes.
It's worth remembering that with a simple circuit like that, or even one with an op-amp, there will be a temperature change in the oven when the outside temperature changes. The heat dissipation will be much more at low ambient temperatures, so the transistor will have to be driven harder at low ambient temperatures, so the thermistor will have to have a lower resistance. That means that the thermistor will be running somewhat colder at low ambient temperatures than it will at high ambient temperatures. That's not to say that the oven won't work, it just that it won't isolate totally from ambient temperature changes.
Those familiar with voltage regulators will be used to regulators where the output voltage hardly changes at all when the supply voltage changes. Temperature regulation circuits like the one shown are different. There is a significant change in oven temperature when the ambient changes.
The best performance from oven oscillators is achieved by adjusting the oven temperature to the temperature at which the crystal has zero temperature coefficient. As that temperature varies by a few degrees between crystals, even in one batch, temperature adjustment of the oven is needed.
We even made a circuit which used a microcontroller to find the best temperature for each one. The response time of the crystal to temperature changes was so large that adjustment took many hours.